🎓 ML Course Notes
A place to collaborate and share course notes on all topics related to machine learning, NLP, and AI.
WIP denotes work in progress
MIT 6.S191 Introduction to Deep Learning (2022) [Website]
Lectures by: Alexander Amini and Ava Soleimany
| Lecture | Description | Video | Notes | Author |
|---|---|---|---|---|
| Introduction to Deep Learning | Basic fundamentals of neural networks and deep learning. | Video | Notes | Elvis |
| RNNs and Transformers | Introduction to recurrent neural networks and transformers. | Video | Notes | Elvis |
| Deep Computer Vision | Deep Neural Networks for Computer Vision. | Video | Notes | Elvis |
| Deep Generative Modeling | Autoencoders and GANs. | Video | Notes | Elvis |
| Deep Reinforcement Learning | Deep RL key concepts and DQNs. | Video | Notes |
Elvis |
| Limitations and New Frontiers | Limitations and New Frontiers in Deep Learning. | Video | WIP | Elvis |
| Autonomous Driving with LiDAR | Autonomous Driving with LiDAR. | Video | WIP | Elvis |
CS224N: Natural Language Processing with Deep Learning (2022) [Website]
| Lecture | Description | Video | Notes | Author |
|---|---|---|---|---|
| Introduction and Word Vectors | Introduction to NLP and word vectors. | Video | WIP | Elvis |
| Neural Classifiers | Neural Classifiers for NLP. | Video | WIP | Elvis |
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